A comprehensive API toolkit for AI-powered document scanning and structured metadata management.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install endpoints
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install endpoints using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Endpoints AI Toolkit?
The Endpoints API Toolkit is a robust solution designed for developers using Openclaw Skills to automate the lifecycle of document management. It leverages advanced AI extraction to transform raw text, PDFs, and images into structured, categorized data. By utilizing the Living JSON pattern, it maintains a historical record of document metadata, allowing for seamless tracking of entities, summaries, and file locations.
This skill is particularly valuable for those building automated workflows where documents need to be ingested, analyzed, and then stored in a way that is easily accessible via API or local files. It bridges the gap between unstructured file storage and programmatic data access, making it a cornerstone for modern AI-driven information systems.
Endpoints AI Toolkit Use Cases
- Automating the extraction of dates, amounts, and vendors from invoices and receipts.
- Creating a searchable knowledge base from meeting notes and research papers.
- Managing document-heavy job trackers or contract databases with structured endpoints.
- Generating automated Markdown reports from high volumes of scanned files.
How Endpoints AI Toolkit Works
- Configuration: Set up your environment variables and API keys to connect the skill to the Endpoints platform.
- Analysis: Invoke scanning functions to process text or files through the AI engine, which extracts key entities and metadata.
- Categorization: Direct the extracted data to specific endpoints (e.g., /invoices/2024) for logical organization.
- Persistence: The skill automatically saves structured JSON results to your local directory for immediate use or long-term storage.
- Summarization: Use the built-in summarization logic to convert complex JSON data into readable Markdown tables and insights.
Endpoints AI Toolkit Setup
First, install the necessary dependencies in your project:
cd scripts && npm install
Create a .env file in your project root with your credentials:
ENDPOINTS_API_URL=https://endpoints.work
ENDPOINTS_API_KEY=ep_your_api_key_here
You can obtain your API key from the Endpoints dashboard.
Endpoints AI Toolkit Data Schema & Taxonomy
The skill organizes data using a Living JSON pattern, ensuring document history is preserved. Every processed item includes the following metadata taxonomy:
| Field | Description |
|---|---|
| 8-character ID | Unique identifier (e.g., abc12345) for item tracking |
| summary | AI-generated description of the file content |
| entities | Extracted entities such as people, companies, and dates |
| filePath | The S3 URL or local path where the file is stored |
| fileType | The MIME type of the processed document |
| originalText | The source text extracted during the scan |
Endpoints AI Toolkit Advanced Features
- Living JSON Pattern: Manages document history by separating old and new metadata within the same endpoint.
- Auto-Summarization: Automatically generates detailed Markdown summaries including data tables and entity insights after every analysis.
- S3 Integration: Securely handles file storage with support for presigned URLs to access private documents via Openclaw Skills.
- Usage Monitoring: Integrated billing and stats functions to track parse limits and storage consumption in real-time.
SKILL.md
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